I have the same problem. Happens mostly when I am scrolling on pages with videos, e.g., Facebook or YouTube. But sometimes it just makes a pop sound when I'm not doing anything. Running Big Sur 11.6 on an M1 MacMini. Annoying. I also am using an audio interface - perhaps that is part of the problem.